{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "explicit-massachusetts",
   "metadata": {},
   "source": [
    "# Computing lag plots \n",
    "\n",
    "[Feature Engineering for Time Series Forecasting](https://www.trainindata.com/p/feature-engineering-for-forecasting)\n",
    "\n",
    "In this notebook we show how we can use Pandas to compute lag plots and how we can interpret them on some examples.\n",
    "\n",
    "We will work with a monthly retail sales dataset (found [here](https://raw.githubusercontent.com/facebook/prophet/master/examples/example_retail_sales.csv)).\n",
    "\n",
    "For instructions on how to download, prepare, and store the dataset, refer to notebook number 1, in the folder \"01-Datasets\" from this repo.\n",
    "\n",
    "## Data Set Synopsis\n",
    "\n",
    "The timeseries is collected between January 1992 and May 2016.\n",
    "\n",
    "It consists of a single series of monthly values representing sales volumes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "successful-mentor",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_context(\"talk\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "worst-donna",
   "metadata": {},
   "source": [
    "# Lag plots"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "empty-vienna",
   "metadata": {},
   "source": [
    "A lag plot is simply a scatter plot where we plot $y_t$ against a lagged version of itself $y_{t-k}$. A helpful function in Pandas, `pd.plotting.lag_plot`, allows us to do this from a given series. However, this method plots $y_{t+k}$ against $y_t$ which gives the same result as plotting $y_t$ against $y_{t-k}$."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "other-diabetes",
   "metadata": {},
   "source": [
    "## White noise"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "seventh-storage",
   "metadata": {},
   "source": [
    "Let's create a toy dataset of white noise which was explained in lectures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "working-sullivan",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-01</th>\n",
       "      <td>1.764052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-02</th>\n",
       "      <td>0.400157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>0.978738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>2.240893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>1.867558</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   y\n",
       "2000-01-01  1.764052\n",
       "2000-01-02  0.400157\n",
       "2000-01-03  0.978738\n",
       "2000-01-04  2.240893\n",
       "2000-01-05  1.867558"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_timesteps = 300  # Length of time series we want.\n",
    "np.random.seed(0)  # Ensures we generate the same random numbers every time.\n",
    "\n",
    "y = np.random.normal(loc=0, scale=1, size=num_timesteps)\n",
    "ts = pd.date_range(start=\"2000-01-01\", periods=num_timesteps, freq=\"D\")\n",
    "\n",
    "df = pd.DataFrame(data={\"y\": y}, index=ts)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sunrise-treasury",
   "metadata": {},
   "source": [
    "Plot the time series.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "sublime-concentration",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(figsize=[10, 3], legend=None, marker=\".\")\n",
    "ax.set_title(\"white noise\")\n",
    "ax.set_ylabel(\"y\")\n",
    "ax.set_xlabel(\"Time\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "initial-might",
   "metadata": {},
   "source": [
    "Let's plot the lag plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "rocky-terrorism",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Lag plot with lag 1')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=[5, 5])\n",
    "ax = pd.plotting.lag_plot(df[\"y\"], lag=1, ax=ax)\n",
    "ax.set_title(\"Lag plot with lag 1\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "injured-breakdown",
   "metadata": {},
   "source": [
    "Let's plot many lag plots with different lags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "rocky-covering",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.plotting_context(\"paper\"): # Sets the plotting format for these specific plots.\n",
    "    fig, ax = plt.subplots(nrows=3, ncols=3, figsize=[10, 10])\n",
    "    for i, ax_ in enumerate(ax.flatten()):\n",
    "        pd.plotting.lag_plot(df[\"y\"], lag=i + 1, ax=ax_)\n",
    "        ax_.set_title(f\"Lag {i+1}\")\n",
    "        ax_.ticklabel_format(style=\"sci\", scilimits=(0, 0))\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "increased-lucas",
   "metadata": {},
   "source": [
    "We see a bunch of blobs with no particular structure. This suggests that none of the lags shown above will be helpful for forecasting."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "matched-shift",
   "metadata": {},
   "source": [
    "## Trend and seasonality: Retail sales example"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "acute-college",
   "metadata": {},
   "source": [
    "Now let's load the data from a real world example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "animal-individual",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load retail sales dataset\n",
    "df = pd.read_csv(\n",
    "    \"../Datasets/example_retail_sales.csv\",\n",
    "    parse_dates=[\"ds\"],\n",
    "    index_col=[\"ds\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "daily-lodging",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the time series\n",
    "ax = df.plot(y=\"y\", marker=\".\", figsize=[10, 5])\n",
    "ax.set_title('Retail sales')\n",
    "ax.set_ylabel('Sales')\n",
    "ax.set_xlabel('Time')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "concrete-central",
   "metadata": {},
   "source": [
    "Let's plot many lag plots with different lags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "engaged-chance",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.plotting_context(\"paper\"):\n",
    "    fig, ax = plt.subplots(nrows=3, ncols=4, figsize=[15, 10])\n",
    "    for i, ax_ in enumerate(ax.flatten()):\n",
    "        pd.plotting.lag_plot(df[\"y\"], lag=i + 1, ax=ax_)\n",
    "        ax_.set_title(f\"Lag {i+1}\")\n",
    "        ax_.ticklabel_format(style=\"sci\", scilimits=(0, 0))\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "humanitarian-logging",
   "metadata": {},
   "source": [
    "Due to the strong trend component in the time series we see that the sales time series is strongly correlated with itself at many different lags. The yearly seasonality is seen in the very strong correlation seen in the Lag 12 plot. As we would expect, this suggests a lag of 12 would be a useful feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "modular-galaxy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute the lag\n",
    "df[\"y_lag_12\"] = df[\"y\"].shift(periods=12)\n",
    "\n",
    "# Plot the sales and the lag 100 sales\n",
    "ax = df.plot(y=[\"y\", \"y_lag_12\"], figsize=[10, 5])\n",
    "\n",
    "ax.set_title('Retail sales')\n",
    "ax.set_ylabel('Sales')\n",
    "ax.set_xlabel('Time')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "stock-sullivan",
   "metadata": {},
   "source": [
    "We expect the correlation to be greater with a shorter lag (more recent in time) than a larger lag (more distant in time). We check this below by comparing the lag plot for `lag=1` month and `lag=100` months."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "strategic-constitutional",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot lag=1 vs lag=100\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=[10, 5])\n",
    "pd.plotting.lag_plot(df[\"y\"], lag=1, ax=ax[0])\n",
    "ax[0].set_title(f\"Lag 1\")\n",
    "pd.plotting.lag_plot(df[\"y\"], lag=100, ax=ax[1])\n",
    "ax[1].set_title(f\"Lag 100\")\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "enabling-oriental",
   "metadata": {},
   "source": [
    "We can see that the scatter plot is more spread out for a lag of 100 compared to a lag of 1 as expected. But we still see a strong correlation. Why is this? It is due to the strong trend component. This can be more clearly understood by plotting the original timeseries and lagged timeseries together. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "compressed-probe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='ds'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute the lag\n",
    "df[\"y_lag_100\"] = df[\"y\"].shift(periods=100)\n",
    "\n",
    "# Plot the sales and the lag 100 sales\n",
    "df.plot(y=[\"y\", \"y_lag_100\"], figsize=[10, 5])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "hundred-wednesday",
   "metadata": {},
   "source": [
    "Visually it is clear that these two timeseries are highly correlated. When one has low magnitude so does the other, when one has a high magnitude so does the other. This is why even at large lags we see high autocorrelation in the presence of a strong trend. \n",
    "\n",
    "So now we have shown how we can examine lag plots to sense check and select useful lags. We also have shown that just because the autocorrelation is high for large lags does not mean we should use large lags as features. By examining the autocorrelation and partial autocorrelation function in the next notebooks we shall see that a lower order lags will contribute the most information. Also using our own understanding of the domain we can rule out that the exact sales 100 months in the past should not have much of an effect on the sales in the present."
   ]
  }
 ],
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